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Paper Citation Record · LEDGER

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps

As of 14 August 2026, this Paper Citation Record lists 93 of 93 outbound references and 0 inbound Pith citation observations for arXiv:2412.12844.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2412.12844 v1

Coverage vector

measured 93 of 93 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T13:44:46.866542Z

measured 93 of 93 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

93 of 93 outbound references displayed

  • verified exact7
  • verified fuzzy28
  • unresolved52
  • parse uncertain0
  • malformed identifier5
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4e01f61f-8ef0-466f-8cff-a6b2d6c2b9a7 · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 2

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Observation e9f265a7-b2db-4bca-86d8-d107ef5c53a6 · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 3

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Observation 6198f641-960b-4a42-b38d-943912c51c5e · outbound

This paper cites Federated Learning with Non-IID Data.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Federated Learning with Non-IID Data

Reference 4

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Observation 3e2e1216-2662-49c8-8bdb-96fd314e250b · outbound

This paper cites Itahara, T.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Itahara, T

Reference 5

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Observation 2c87775b-9da7-40e5-86c4-ef4f9c79f656 · outbound

This paper cites Collins, H.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Collins, H

Reference 6

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source=pdf_text observed=2026-08-11T13:44:46.634337Z digest=sha256:493a4c3d7eb9b23e3d91a3d8bed48c8bf0c60cf22511a1939796366437c4020b

Observation 515eaa46-ea2a-40d1-a427-b3c74e7e3950 · outbound

This paper cites Communication-Efficient On-Device Machine Learning: Federated Distillation and Augmentation under Non-IID Private Data.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Communication-Efficient On-Device Machine Learning: Federated Distillation and Augmentation under Non-IID Private Data

Reference 7

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Observation 371391c4-f316-4d67-a9d3-f923683b0939 · outbound

This paper cites XOR Mixup: Privacy-Preserving Data Augmentation for One-Shot Federated Learning.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps XOR Mixup: Privacy-Preserving Data Augmentation for One-Shot Federated Learning

Reference 8

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Observation 3945bd92-a3ff-47ae-bdf4-3e8dc32905b9 · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 9

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source=pdf_text observed=2026-08-11T13:44:46.643597Z digest=sha256:a6320f1f29decc505e2de9e23131a5dc5d5e74a312e2aaaedc05b6d59f85d090

Observation 533a6838-7aed-4713-a892-2b76555b7940 · outbound

This paper cites Multiwavelength campaign on Mrk 509 XIV. Chandra HETGS spectra.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Multiwavelength campaign on Mrk 509 XIV. Chandra HETGS spectra

Reference 10

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Observation f6e43095-72ba-4e15-9cb7-c16e747fcca5 · outbound

This paper cites Leroy, A.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Leroy, A

Reference 11

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Observation 8a4f28dc-08f2-4e65-af1a-230135e0e294 · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 12

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source=pdf_text observed=2026-08-11T13:44:46.653329Z digest=sha256:3a0c22df2e91c334ca6726cfbb5a029e957c0d51fa44b2ecfa58fa1a13fac11c

Observation 2eeee36c-f315-44a8-9798-3f4a6028666c · outbound

This paper cites Jiang, J.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Jiang, J

Reference 13

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source=pdf_text observed=2026-08-11T13:44:46.656131Z digest=sha256:3d80a5e1a37008018bcfffbf6a9986a299f2f727b61e734186c7f008e6d9d409

Observation 4e8276a3-ad9d-4681-891e-a0dee3e86f07 · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 14

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Observation f06bec75-5412-44de-9cd6-5f36cc0f9850 · outbound

This paper cites Smith, C.-K.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Smith, C.-K

Reference 15

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source=pdf_text observed=2026-08-11T13:44:46.662856Z digest=sha256:36f3d5ebe4b0a193d5438cf1269bd41f7d2b197e93e628eeeaba1df022d53ec4

Observation 2111dfe3-e70f-4005-a2cb-ce7e36f9ec4d · outbound

This paper cites Robust Federated Learning in a Heterogeneous Environment.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Robust Federated Learning in a Heterogeneous Environment

Reference 16

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Observation bd64313d-161a-4105-a4ea-e7d6cece61d7 · outbound

This paper cites Federated learning with hierarchical clustering of local updates to improve training on non-IID data.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Federated learning with hierarchical clustering of local updates to improve training on non-IID data

Reference 17

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 46199372-b469-496a-b803-997649a037bd · outbound

This paper cites Axelrod, Structure of Decision: the Cognitive Maps of Political Elites, Princeton University Press, Princeton, New Jersey, 1976.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Axelrod, Structure of Decision: the Cognitive Maps of Political Elites, Princeton University Press, Princeton, New Jersey, 1976

Reference 18

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Observation 2871ee52-8662-4979-a279-bb4695abb0d1 · outbound

This paper cites Salmeron, J.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Salmeron, J

Reference 19

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source=pdf_text observed=2026-08-11T13:44:46.675817Z digest=sha256:2ebfccee007cee484f4d89f3a1a6fed61dc59a57fb2a8cb85a6e6da06d0c3561

Observation de42e702-aa46-495f-b9de-3a3b3bf64ff9 · outbound

This paper cites Kosko, Fuzzy cognitive maps, International Journal of Man-Machine Studies 24 (1) (1986) 65–75.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Kosko, Fuzzy cognitive maps, International Journal of Man-Machine Studies 24 (1) (1986) 65–75

Reference 20

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Observation d2a46d1f-49e3-4026-bbe8-bd915bb10a33 · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 21

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source=pdf_text observed=2026-08-11T13:44:46.680978Z digest=sha256:5518cf002e9c33643b8d3f859d9990cc3694127a8c5180cde85a9282e2cfe947

Observation 44d60215-54fe-4902-9b7e-a699cd24a3e7 · outbound

This paper cites Lopez, J.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Lopez, J

Reference 22

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Observation e4c9261a-b60b-47d2-b83f-dbe4764cff18 · outbound

This paper cites Napoles, J.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Napoles, J

Reference 23

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Observation 9439dcd4-2e24-44b9-aec2-e791f0a84d57 · outbound

This paper cites Rahimi, M.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Rahimi, M

Reference 24

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Observation 5430f6a2-541e-4263-987c-41bb1b59039b · outbound

This paper cites Guerrero-Gomez-Olmedo, J.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Guerrero-Gomez-Olmedo, J

Reference 25

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Observation cf05164a-1b1d-49aa-bdb0-2e13782635b8 · outbound

This paper cites Salmeron, Augmented fuzzy cognitive maps for modelling lms critical success factors, Knowledge-Based Systems 4 (22) (2009) 275–278.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Salmeron, Augmented fuzzy cognitive maps for modelling lms critical success factors, Knowledge-Based Systems 4 (22) (2009) 275–278

Reference 26

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Observation 0eab194b-a80c-427b-b34f-11373f529eb5 · outbound

This paper cites Salmeron, Modelling grey uncertainty with fuzzy grey cognitive maps, Expert Systems with Applications 12 (37) (2010) 7581–7588.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Salmeron, Modelling grey uncertainty with fuzzy grey cognitive maps, Expert Systems with Applications 12 (37) (2010) 7581–7588

Reference 27

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No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 241b901b-6b96-4c92-b705-9f16229a4ddf · outbound

This paper cites Schneider, E.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Schneider, E

Reference 28

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No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation f89fefb8-701e-4717-835b-ee700dc69e5b · outbound

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Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 29

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Observation 365f319e-6bb2-4d69-9211-20348a381bfa · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 30

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No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 3ad49e46-f3e0-485c-81d4-7043c5814522 · outbound

This paper cites Napoles, J.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Napoles, J

Reference 31

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation a456e0f1-d927-42b9-b60d-10f200bfaa9b · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 32

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No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 50079066-2c39-4f60-841b-ff1fbf642a50 · outbound

This paper cites Froelich, J.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Froelich, J

Reference 33

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Observation 91d6da06-a8b4-4f5a-a77a-6034ac9f3461 · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 34

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Observation adda690b-2e23-417c-8e73-befe98c0b8a7 · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 35

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No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation aad23196-027b-43c0-b3b2-82133124a4b3 · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 36

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raw_fallback, observed 2026-08-11T13:44:47.952672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T13:44:46.717747Z digest=sha256:35444be7b6930504f92cfe57b37f69ffa14b733de5cc6b79712a5a47f8ad78ca

Observation e778b886-62bd-41da-8c94-63294f47e9da · outbound

This paper cites Kosko, Fuzzy engineering, Prentice-Hall, Inc., 1996.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Kosko, Fuzzy engineering, Prentice-Hall, Inc., 1996

Reference 37

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verified fuzzy
raw_fallback, observed 2026-08-11T13:44:47.946359Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 80a0b907-a402-4d5b-9252-c36b41ff0922 · outbound

This paper cites Stach, L.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Stach, L

Reference 38

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verified fuzzy
raw_fallback, observed 2026-08-11T13:44:47.939046Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 9c9caf8b-3b67-4ac2-8804-9a8336d5ab41 · outbound

This paper cites Papageorgiou, C.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Papageorgiou, C

Reference 39

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verified fuzzy
raw_fallback, observed 2026-08-11T13:44:47.930932Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T13:44:46.723385Z digest=sha256:096fc6af0233419d0c2cb7f5e1eca8b62b4aa31301fc0d18ec8c3ad8eb1dfbe1

Observation 8b6ad543-e811-4906-ba29-943fe1650de0 · outbound

This paper cites V ´azquez-Huerga, A balanced di fferential learning algorithm in fuzzy cognitive maps, Proceedings of the 16th International Workshop on Qual- itative Reasoning 2002 (2002).

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps V ´azquez-Huerga, A balanced di fferential learning algorithm in fuzzy cognitive maps, Proceedings of the 16th International Workshop on Qual- itative Reasoning 2002 (2002)

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:44:47.923823Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T13:44:46.725203Z digest=sha256:5eda6a84516f64aa356a60e5d56abd2511cddf3345fd66515b8ba52452b182c8

Observation d9afdd06-01e2-4230-952c-a8a171413b13 · outbound

This paper cites Konar, U.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Konar, U

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:44:47.915393Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T13:44:46.726916Z digest=sha256:13bc9ed76fed92251a083ff10ed13f902e5b2a598884d2d7fc68202f22795050

Observation 43045fad-6e53-43f2-a7a9-c281f6afcf14 · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-11T13:44:47.907550Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T13:44:46.729695Z digest=sha256:d38c7e74079f3a94ba826cf3edb831c2647ae5b72f4183c7ee69384f4451924a

Observation 4585409b-a596-45f9-b527-4a8625bcc13f · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-11T13:44:47.900195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T13:44:46.732438Z digest=sha256:48a530ab302547f21d5f2b8a19088ee31651730a79afdd0d7646ba0720164079

Observation 4ac085a6-1620-4931-90cc-aec25bb64e61 · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-11T13:44:47.894541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T13:44:46.734320Z digest=sha256:21e43b5d56bde384cc95024494d157c234241ad03ddc8ddcb22b4031cbbe15f2

Observation 94560210-5645-47c0-9b11-c070d9346129 · outbound

This paper cites Stach, L.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Stach, L

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:44:47.882257Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T13:44:46.739413Z digest=sha256:9afb79cfdc193438df3d5c6b3b6e11311b89e29dca00de2aade4e996c987b328

Observation 3ab963c8-9845-44ad-a8c1-335f4e64dfd0 · outbound

This paper cites Poczeta, A.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Poczeta, A

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:44:47.874980Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T13:44:46.741611Z digest=sha256:ecddc9617be52635f7e7ccf627f9d05a60cd5873845af1d49b4b0d1cb92675b5

Observation 27536199-986b-4aa3-94eb-72b6766b7972 · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-11T13:44:47.867507Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T13:44:46.743924Z digest=sha256:48ced1a9a1ca8379e9e265e0648415b00b83d349560f5ca9b01f6a1387e17a5d

Observation 47e39a28-3318-4082-81a5-78afa314318d · outbound

This paper cites Computational Meth- ods in Sciences and Engineering.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Computational Meth- ods in Sciences and Engineering

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:44:47.860995Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T13:44:46.746736Z digest=sha256:ddccc91a18b40eefb15aa3b6dfdee029d65cefdb9e9d0d038c1a4e985e3610b7

Observation efd779ac-87a1-4c6b-a814-995c75a7140a · outbound

This paper cites Ghazanfari, S.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Ghazanfari, S

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:44:47.854515Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T13:44:46.750039Z digest=sha256:5063fcca3c29a7d3fede7273c8fe41d341bfce028f5f8deb62af2f4f5c20e415

Observation 544bfab6-4f07-45e4-ad3b-c0fd00838cb7 · outbound

This paper cites Alizadeh, M.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Alizadeh, M

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:44:47.848067Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T13:44:46.753361Z digest=sha256:941e6d6ee3f65c10e4994ee6bb002f72ced4f03ab8ff3a984edfa5665c405c95

Observation 1f0191e6-0daa-4ba6-9dd4-35af6b6fbbe3 · outbound

This paper cites Alizadeh, M.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Alizadeh, M

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:44:47.841420Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T13:44:46.755622Z digest=sha256:cbb8483ccb59dea0dc31544c0aaa8eeda1a555a7d5b751939c49ff3c378c4098

Observation f12716c1-a928-4e06-9b9b-99cb04430d55 · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-11T13:44:47.834941Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T13:44:46.758377Z digest=sha256:332625aa9be760a02177e8686b3a976f7280ba8bc9d806d74cc99b996c033d18

Observation c576586d-484c-4899-924d-2acb891a904f · outbound

This paper cites Juszczuk, W.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Juszczuk, W

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:44:47.828691Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T13:44:46.761799Z digest=sha256:3e9258419e54c04a68cbcf8d697f8d25f1fe11bfda2f67b810a3eaa3f2503243

Observation c1f05902-0c2a-4583-8116-edfa90119683 · outbound

This paper cites Lin, An immune algorithm for complex fuzzy cognitive map partition- ing, in: Proceedings of the first ACM /SIGEVO Summit on Genetic and Evolutionary Computation, ACM, 2009, pp.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Lin, An immune algorithm for complex fuzzy cognitive map partition- ing, in: Proceedings of the first ACM /SIGEVO Summit on Genetic and Evolutionary Computation, ACM, 2009, pp

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:44:47.822768Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T13:44:46.765068Z digest=sha256:66970984c2dd811fabf60641931c96f30575311ab4192bfb0efd7019a6051404

Observation 4d179ae1-1cb4-4b74-9ed9-503ba93016e2 · outbound

This paper cites Yesil, L.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Yesil, L

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:44:47.814669Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T13:44:46.767294Z digest=sha256:6bfc4b4c245aa7f403eb5cb49cd8b33c7fcc6bc90554252614485c9fefa8dd23

Observation fdd961d9-7217-47f3-8aad-8de4a41dacd7 · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-08-11T13:44:47.806484Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T13:44:46.769646Z digest=sha256:c558542892d160f1e54a56b61ea221b7868d04d7b28c56cd242f910d6cb7281b

Observation c1af9b00-81b7-49a0-a153-4876b9aaa83c · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-08-11T13:44:47.798915Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T13:44:46.772189Z digest=sha256:bd33839e982b904a7406087667f09abf0fd5ef9386de0a91c83f77e99d8f8f4b

Observation 1be16440-711c-47d2-a72c-8756c24dad96 · outbound

This paper cites Baykasoglu, Z.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Baykasoglu, Z

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:44:47.791072Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T13:44:46.774940Z digest=sha256:6cc61f1b8932e576c7b57d997122eea9fda49f9c4b0e4cd908d7f7c8e370251e

Observation 18327565-3220-49ce-b336-df50aa56a642 · outbound

This paper cites Yesil, C.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Yesil, C

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:44:47.782801Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T13:44:46.777422Z digest=sha256:f42c87bfc59a05bb3a40be6e1134d1edc2b667c28d4b09a9acac898722eb0502

Observation 20eb1382-28df-4df2-a607-4dd77fc41930 · outbound

This paper cites Ahmadi, N.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Ahmadi, N

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:44:47.775505Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T13:44:46.779766Z digest=sha256:3ec6f12d8f2f7f8d8abb2463fdc5b7e8fd042ea3e0f6c05a0ea0921de3a1a0d9

Observation 5389d958-f3de-4b90-8a38-ebbc19380b84 · outbound

This paper cites Ahmadi, N.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Ahmadi, N

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:44:47.768187Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T13:44:46.782665Z digest=sha256:18138e3a218f57e744d77f58ca2bd4b2371e525f46119533913e0e145c08c1ab

Observation c3c7bcdd-dd4f-466e-b7cb-14c586d09220 · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 62

Resolution
unresolved
raw_fallback, observed 2026-08-11T13:44:47.761256Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T13:44:46.785252Z digest=sha256:1e4830e1c1adb413308eb689461579b1c3731db8747d48b83a165fc9d47aeec2

Observation 506f578c-7647-4627-a23f-8de104bd0bf0 · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 63

Resolution
unresolved
raw_fallback, observed 2026-08-11T13:44:47.753630Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T13:44:46.787581Z digest=sha256:7d19e54aa9ffa86491f99c6e2a02b8e496e4fa4159e1ebc696767ed097b13085

Observation 770a3c44-1d66-4486-9215-77cc0ecee4e9 · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 64

Resolution
unresolved
raw_fallback, observed 2026-08-11T13:44:47.746557Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T13:44:46.790679Z digest=sha256:ff4371dfbfca4681bcc7eecbd4541f23d2c168a7cb867223225dae499df3175f

Observation 5b0a671b-5036-431b-8787-260077d3f905 · outbound

This paper cites Ren, Learning fuzzy cognitive maps by a hybrid method using nonlin- ear hebbian learning and extended great deluge algorithm., in: MAICS, 2012, pp.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Ren, Learning fuzzy cognitive maps by a hybrid method using nonlin- ear hebbian learning and extended great deluge algorithm., in: MAICS, 2012, pp

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:44:47.739708Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T13:44:46.793272Z digest=sha256:2ce0953bce94f84ac89eeb855ce12921c8a7424808eb78f892e66cce98d0883b

Observation c61c9097-4a31-4fe6-9cf7-5a8918b75bd0 · outbound

This paper cites Vanhoenshoven, G.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Vanhoenshoven, G

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:44:47.731922Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T13:44:46.796475Z digest=sha256:e2459195fe8d5137e8972016d6b106b1110e4ff2ac4cfb27b80a7c1589deb7ee

Observation 42990c18-5254-41f3-b6e1-5f2a6856772d · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 67

Resolution
unresolved
raw_fallback, observed 2026-08-11T13:44:47.725180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T13:44:46.799202Z digest=sha256:997532a5922128b255127c1211bcb506f68cb56c96d2b0ee663b253e07ae7bfd

Observation a1dea426-da94-418b-9e6e-9a4daf952f97 · outbound

This paper cites Federated Optimization: Distributed Machine Learning for On-Device Intelligence.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Federated Optimization: Distributed Machine Learning for On-Device Intelligence

Reference 68

Resolution
unresolved
no resolver link, observed 2026-08-11T13:44:46.801801Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T13:44:46.801801Z digest=sha256:27247649a55c13910aabf0ffb46f30c37f37d3e87989fffdff21e0db1afaa927

Observation 9ce97ab6-89f4-4237-9dee-cc0c744037ac · outbound

This paper cites McMahan, D.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps McMahan, D

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:44:47.716192Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T13:44:46.804383Z digest=sha256:fbcf1efb3ed5166012bca409467a530ff95ed72da1acf7e3bc095ead02f47511

Observation a6d8eb6c-73dd-4972-84a7-a94b69584966 · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 70

Resolution
unresolved
raw_fallback, observed 2026-08-11T13:44:47.707875Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T13:44:46.806678Z digest=sha256:0d8dad73b2db480be0975413bf6665091388450ffe647239c450c482b12e009e

Observation 2fbecefd-5848-45fc-ab93-b4e623fd255c · outbound

This paper cites Gascon, P.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Gascon, P

Reference 71

Resolution
unresolved
no resolver link, observed 2026-08-11T13:44:46.809691Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T13:44:46.809691Z digest=sha256:868e62a1f8b5628dc8cf54fc64fc80a0935da1a4e9c66a4071ce63e9dbe8d3f9

Observation c4e65a00-1a84-4577-8568-9d928f5d9af8 · outbound

This paper cites Private federated learning on vertically partitioned data via entity resolution and additively homomorphic encryption.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Private federated learning on vertically partitioned data via entity resolution and additively homomorphic encryption

Reference 72

Resolution
unresolved
no resolver link, observed 2026-08-11T13:44:46.813175Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T13:44:46.813175Z digest=sha256:83c2f7b3fb394d2e539bda73f4cca55d4b5c52a1f7659aad0a6fc83b6ecb4509

Observation e87df7e4-c866-408c-bc0b-bc300d49a7bc · outbound

This paper cites Federated Forest.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Federated Forest

Reference 73

Resolution
verified exact
local_arxiv, observed 2026-08-11T13:44:47.286580Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T13:44:46.815728Z digest=sha256:591ce002d406a26a0d211e3e1b86bcd6bc5ccbcf0858001c9b5ccf359176ba90

Observation cb0204bd-f0de-4266-b6f1-daacae621a72 · outbound

This paper cites SecureBoost: A Lossless Federated Learning Framework.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps SecureBoost: A Lossless Federated Learning Framework

Reference 74

Resolution
unresolved
no resolver link, observed 2026-08-11T13:44:46.818012Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T13:44:46.818012Z digest=sha256:e7d7134de195ef188dd5e78e2e5b0612296da3041c64ffde6acb935ed097ab07

Observation 62c501a1-38ed-4818-a0e7-06e02e112162 · outbound

This paper cites Large-Scale Secure XGB for Vertical Federated Learning.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Large-Scale Secure XGB for Vertical Federated Learning

Reference 75

Resolution
verified exact
local_arxiv, observed 2026-08-11T13:44:47.272793Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T13:44:46.820094Z digest=sha256:3169b12db39d9ea6781f358da5c5535df8a7f24889a264481a3c2642df486b3d

Observation 5a0322b0-1876-4c6e-850e-0a60a4445eef · outbound

This paper cites An Efficient Learning Framework For Federated XGBoost Using Secret Sharing And Distributed Optimization.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps An Efficient Learning Framework For Federated XGBoost Using Secret Sharing And Distributed Optimization

Reference 76

Resolution
verified exact
local_arxiv, observed 2026-08-11T13:44:47.263957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T13:44:46.822085Z digest=sha256:4e9fd5aedfada700d42df74bbeaf59841d68d1a023d918b4411188a44096240f

Observation f969a4fc-8a4e-41e9-a1fa-55ce9f1bd390 · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 77

Resolution
unresolved
raw_fallback, observed 2026-08-11T13:44:47.700868Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation c83e004d-b9c7-44b7-9a6e-770a68f8f811 · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 78

Resolution
unresolved
raw_fallback, observed 2026-08-11T13:44:47.692894Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation f63eb5a4-6f7b-44e5-a368-cb159d5c65bb · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 79

Resolution
unresolved
raw_fallback, observed 2026-08-11T13:44:47.684687Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 927a9fcf-34a2-4b93-b7d9-931673534796 · outbound

This paper cites Bagdasaryan, A.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Bagdasaryan, A

Reference 80

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:44:47.675378Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T13:44:46.832299Z digest=sha256:daa43ba51f70e2751f3e285233cd58f1d5daf53c06413e40dbc7ef08508a9413

Observation 820189d8-b96e-4661-8cd3-a5a8124d216e · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 81

Resolution
unresolved
no resolver link, observed 2026-08-11T13:44:46.835318Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T13:44:46.835318Z digest=sha256:a519aab94dedf7969752b56d6bdf0fc5dd03d8d0956d4599fca48d81104b78e8

Observation 8a463bfe-2b3e-4512-8134-1e0a7bb27f50 · outbound

This paper cites Deep Learning with Differential Privacy.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Deep Learning with Differential Privacy

Reference 82

Resolution
unresolved
no resolver link, observed 2026-08-11T13:44:46.837825Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T13:44:46.837825Z digest=sha256:425eab82ed10914e6f31d405bd697e2afa66d44c4965cafa93c426b4abb26869

Observation 4b7a3d4d-ed90-45e9-8277-2a1b48657b77 · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 83

Resolution
unresolved
no resolver link, observed 2026-08-11T13:44:46.840515Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T13:44:46.840515Z digest=sha256:b244343281f867d5fd611f2b2e1470e212bd61dbecaaec4e10971cc70867a9b3

Observation 4222f5c0-b48d-41eb-b57c-aab5ce7ba8dd · outbound

This paper cites Ar ´evalo, J.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Ar ´evalo, J

Reference 84

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T13:44:46.842969Z digest=sha256:906a686bfa3e292da2ea38065586cfdd1493d2e61e4939db612b3115979290e6

Observation a1124dc5-0c6d-4e57-af3f-078e18b38a42 · outbound

This paper cites HHHFL: Hierarchical Heterogeneous Horizontal Federated Learning for Electroencephalography.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps HHHFL: Hierarchical Heterogeneous Horizontal Federated Learning for Electroencephalography

Reference 85

Resolution
verified exact
local_arxiv, observed 2026-08-11T13:44:46.908083Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T13:44:46.845524Z digest=sha256:8fb380da930f284a8b72faaa0d0b0c35b86f3d54c4fc0f3521bd1fb4b17a6b02

Observation cdfb74d7-a14a-4e98-acde-d6838747d6a2 · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 86

Resolution
unresolved
raw_fallback, observed 2026-08-11T13:44:47.659199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T13:44:46.848199Z digest=sha256:fd2e06c625f39faa54d3920a34a69710cea0fbde52f3d2a21a8a83d83c0fa857

Observation f8eae841-b627-4995-b7f9-c614bed55551 · outbound

This paper cites SecureBoost: A Lossless Federated Learning Framework.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps SecureBoost: A Lossless Federated Learning Framework

Reference 87

Resolution
verified exact
local_arxiv, observed 2026-08-11T13:44:46.897686Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T13:44:46.850412Z digest=sha256:c6dc9ff141d0da5df6f5a1780b6f0880734252407662a015eec747483123c00f

Observation 78ae1c5f-5aa5-4b23-a98b-af36e8132e8e · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 88

Resolution
unresolved
raw_fallback, observed 2026-08-11T13:44:47.650896Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T13:44:46.853003Z digest=sha256:17e3dc86738c4442943cc49e0f0813540515576c98a4010a434c21a53b48b557

Observation a901c95c-0250-40be-9ffe-10ce6aa75710 · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 89

Resolution
unresolved
no resolver link, observed 2026-08-11T13:44:46.855427Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T13:44:46.855427Z digest=sha256:038d3f0c11b0c488fde98f09a5810f2a38be043444d9ba7107991849d9e2a66b

Observation 903b1fd3-f4eb-4aa2-abf8-f0c8e2e58689 · outbound

This paper cites Communication-Efficient Learning of Deep Networks from Decentralized Data.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Communication-Efficient Learning of Deep Networks from Decentralized Data

Reference 90

Resolution
unresolved
no resolver link, observed 2026-08-11T13:44:46.858302Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T13:44:46.858302Z digest=sha256:520e03bbb7cdd2f92a78a1e378e1aa0b0971acff6df29ff0abc4a3060f7e5f59

Observation 7149ace0-df41-4b73-9807-0aa00c9f8f9e · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 91

Resolution
unresolved
raw_fallback, observed 2026-08-11T13:44:47.641909Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T13:44:46.861092Z digest=sha256:baea22ba1b74460bdca5f6b42cc273301cad8fb8899ffbad96eb55d69f445e26

Observation a70a70ff-e34b-4195-bf6a-9af466414a42 · outbound

This paper cites PMLB v1.0: An open source dataset collection for benchmarking machine learning methods.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps PMLB v1.0: An open source dataset collection for benchmarking machine learning methods

Reference 92

Resolution
unresolved
no resolver link, observed 2026-08-11T13:44:46.863377Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T13:44:46.863377Z digest=sha256:91a27265837df46edd0b490a33901d064bdf29660b9c857c4c322b88dc68dba3

Observation 079fbcee-bcef-4da2-a891-ae1af179ad6a · outbound

This paper cites an unresolved cited work.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Unresolved cited work

Reference 93

Resolution
malformed identifier
no resolver link, observed 2026-08-11T13:44:46.866542Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T13:44:46.866542Z digest=sha256:969389add90f37cfaef58ca61c8595fe00dc3cfcb99aa18bda2372821b32f089

Observation 963c48c9-f560-4ee5-a850-b89baa854492 · outbound

This paper cites 1, IEEE, 2005, pp.

Concurrent vertical and horizontal federated learning with fuzzy cognitive maps 1, IEEE, 2005, pp

Reference 2005

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:44:47.889052Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T13:44:46.736790Z digest=sha256:8a9fc7bbec27166538ad7009e429f656928c2b9352d3cb2fad99990f6ee6a317

Pith citing papers

No inbound Pith citation observations are available.